Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 206593 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 11173 |
| Duplicate rows (%) | 5.4% |
| Total size in memory | 47.3 MiB |
| Average record size in memory | 240.0 B |
Variable types
| Categorical | 11 |
|---|---|
| Numeric | 19 |
| Dataset has 11173 (5.4%) duplicate rows | Duplicates |
first_browser has a high cardinality: 52 distinct values | High cardinality |
days_account_created_booking is highly correlated with days_first_active_booking and 3 other fields | High correlation |
days_first_active_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
day_account_created is highly correlated with day_first_active | High correlation |
month_account_created is highly correlated with weekyear_account_created and 2 other fields | High correlation |
year_account_created is highly correlated with year_first_active | High correlation |
dayweek_account_created is highly correlated with dayweek_first_active | High correlation |
weekyear_account_created is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_active is highly correlated with day_account_created | High correlation |
month_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
year_first_active is highly correlated with year_account_created | High correlation |
dayweek_first_active is highly correlated with dayweek_account_created | High correlation |
weekyear_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
month_first_booking is highly correlated with weekyear_first_booking | High correlation |
year_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
dayweek_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
weekyear_first_booking is highly correlated with month_first_booking | High correlation |
days_account_created_booking is highly correlated with days_first_active_booking and 3 other fields | High correlation |
days_first_active_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
day_account_created is highly correlated with day_first_active | High correlation |
month_account_created is highly correlated with weekyear_account_created and 2 other fields | High correlation |
year_account_created is highly correlated with year_first_active | High correlation |
dayweek_account_created is highly correlated with dayweek_first_active | High correlation |
weekyear_account_created is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_active is highly correlated with day_account_created | High correlation |
month_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
year_first_active is highly correlated with year_account_created | High correlation |
dayweek_first_active is highly correlated with dayweek_account_created | High correlation |
weekyear_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
month_first_booking is highly correlated with weekyear_first_booking | High correlation |
year_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
dayweek_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
weekyear_first_booking is highly correlated with month_first_booking | High correlation |
days_account_created_booking is highly correlated with days_first_active_booking and 3 other fields | High correlation |
days_first_active_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
day_account_created is highly correlated with day_first_active | High correlation |
month_account_created is highly correlated with weekyear_account_created and 2 other fields | High correlation |
year_account_created is highly correlated with year_first_active | High correlation |
dayweek_account_created is highly correlated with dayweek_first_active | High correlation |
weekyear_account_created is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_active is highly correlated with day_account_created | High correlation |
month_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
year_first_active is highly correlated with year_account_created | High correlation |
dayweek_first_active is highly correlated with dayweek_account_created | High correlation |
weekyear_first_active is highly correlated with month_account_created and 2 other fields | High correlation |
day_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
month_first_booking is highly correlated with weekyear_first_booking | High correlation |
year_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
dayweek_first_booking is highly correlated with days_account_created_booking and 3 other fields | High correlation |
weekyear_first_booking is highly correlated with month_first_booking | High correlation |
signup_app is highly correlated with first_device_type and 1 other fields | High correlation |
first_device_type is highly correlated with signup_app and 1 other fields | High correlation |
affiliate_provider is highly correlated with affiliate_channel | High correlation |
affiliate_channel is highly correlated with affiliate_provider | High correlation |
first_browser is highly correlated with signup_app and 1 other fields | High correlation |
gender is highly correlated with age | High correlation |
age is highly correlated with gender | High correlation |
signup_flow is highly correlated with affiliate_channel and 4 other fields | High correlation |
affiliate_channel is highly correlated with signup_flow and 3 other fields | High correlation |
affiliate_provider is highly correlated with signup_flow and 2 other fields | High correlation |
first_affiliate_tracked is highly correlated with affiliate_channel and 1 other fields | High correlation |
signup_app is highly correlated with signup_flow and 3 other fields | High correlation |
first_device_type is highly correlated with signup_flow and 2 other fields | High correlation |
first_browser is highly correlated with signup_flow and 2 other fields | High correlation |
country_destination is highly correlated with days_account_created_booking and 6 other fields | High correlation |
days_account_created_booking is highly correlated with country_destination and 12 other fields | High correlation |
days_first_active_booking is highly correlated with country_destination and 12 other fields | High correlation |
day_account_created is highly correlated with day_first_active and 1 other fields | High correlation |
month_account_created is highly correlated with days_account_created_booking and 8 other fields | High correlation |
year_account_created is highly correlated with days_account_created_booking and 7 other fields | High correlation |
dayweek_account_created is highly correlated with dayweek_first_active | High correlation |
weekyear_account_created is highly correlated with days_account_created_booking and 8 other fields | High correlation |
day_first_active is highly correlated with day_account_created and 1 other fields | High correlation |
month_first_active is highly correlated with days_account_created_booking and 8 other fields | High correlation |
year_first_active is highly correlated with days_account_created_booking and 7 other fields | High correlation |
dayweek_first_active is highly correlated with dayweek_account_created | High correlation |
weekyear_first_active is highly correlated with days_account_created_booking and 8 other fields | High correlation |
day_first_booking is highly correlated with country_destination and 8 other fields | High correlation |
month_first_booking is highly correlated with country_destination and 10 other fields | High correlation |
year_first_booking is highly correlated with country_destination and 8 other fields | High correlation |
dayweek_first_booking is highly correlated with country_destination and 6 other fields | High correlation |
weekyear_first_booking is highly correlated with country_destination and 10 other fields | High correlation |
days_first_active_account_created is highly skewed (γ1 = 69.29642597) | Skewed |
signup_flow has 162557 (78.7%) zeros | Zeros |
days_account_created_booking has 20741 (10.0%) zeros | Zeros |
days_first_active_booking has 20738 (10.0%) zeros | Zeros |
days_first_active_account_created has 206421 (99.9%) zeros | Zeros |
dayweek_account_created has 31830 (15.4%) zeros | Zeros |
dayweek_first_active has 31837 (15.4%) zeros | Zeros |
dayweek_first_booking has 132217 (64.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-24 17:47:33.663478 |
|---|---|
| Analysis finished | 2022-03-24 17:48:27.307757 |
| Duration | 53.64 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| -unknown- | |
|---|---|
| FEMALE | |
| MALE | |
| OTHER | 275 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.816382936 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -unknown- |
|---|---|
| 2nd row | MALE |
| 3rd row | FEMALE |
| 4th row | FEMALE |
| 5th row | -unknown- |
Common Values
| Value | Count | Frequency (%) |
| -unknown- | 91706 | |
| FEMALE | 61520 | |
| MALE | 53092 | |
| OTHER | 275 | 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| unknown | 91706 | |
| female | 61520 | |
| male | 53092 | |
| other | 275 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 99 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.24076324 |
| Minimum | 16 |
|---|---|
| Maximum | 115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 32 |
| median | 37 |
| Q3 | 37 |
| 95-th percentile | 57 |
| Maximum | 115 |
| Range | 99 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 10.74199212 |
|---|---|
| Coefficient of variation (CV) | 0.2884471528 |
| Kurtosis | 13.18806297 |
| Mean | 37.24076324 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.756894938 |
| Sum | 7693681 |
| Variance | 115.3903948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 87575 | |
| 30 | 6039 | 2.9% |
| 31 | 5935 | 2.9% |
| 29 | 5894 | 2.9% |
| 28 | 5862 | 2.8% |
| 32 | 5763 | 2.8% |
| 27 | 5671 | 2.7% |
| 33 | 5455 | 2.6% |
| 26 | 4960 | 2.4% |
| 34 | 4940 | 2.4% |
| Other values (89) | 68499 |
| Value | Count | Frequency (%) |
| 16 | 26 | < 0.1% |
| 17 | 64 | < 0.1% |
| 18 | 665 | 0.3% |
| 19 | 1097 | 0.5% |
| 20 | 533 | 0.3% |
| 21 | 969 | 0.5% |
| 22 | 1679 | 0.8% |
| 23 | 2424 | |
| 24 | 3173 | |
| 25 | 4405 |
| Value | Count | Frequency (%) |
| 115 | 12 | < 0.1% |
| 113 | 4 | < 0.1% |
| 112 | 1 | < 0.1% |
| 111 | 2 | < 0.1% |
| 110 | 188 | 0.1% |
| 109 | 31 | < 0.1% |
| 108 | 15 | < 0.1% |
| 107 | 23 | < 0.1% |
| 106 | 17 | < 0.1% |
| 105 | 1127 |
signup_method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| basic | |
|---|---|
| 546 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.850861355 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | basic |
| 4th row | |
| 5th row | basic |
Common Values
| Value | Count | Frequency (%) |
| basic | 147635 | |
| 58412 | 28.3% | |
| 546 | 0.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| basic | 147635 | |
| 58412 | 28.3% | |
| 546 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.156946266 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 162557 |
| Zeros (%) | 78.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 25 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.550683626 |
|---|---|
| Coefficient of variation (CV) | 2.39176818 |
| Kurtosis | 3.551615681 |
| Mean | 3.156946266 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.283783603 |
| Sum | 652203 |
| Variance | 57.01282322 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 162557 | |
| 25 | 13724 | 6.6% |
| 12 | 8897 | 4.3% |
| 3 | 7550 | 3.7% |
| 2 | 5522 | 2.7% |
| 24 | 3975 | 1.9% |
| 23 | 2793 | 1.4% |
| 1 | 837 | 0.4% |
| 6 | 240 | 0.1% |
| 8 | 237 | 0.1% |
| Other values (7) | 261 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 162557 | |
| 1 | 837 | 0.4% |
| 2 | 5522 | 2.7% |
| 3 | 7550 | 3.7% |
| 4 | 1 | < 0.1% |
| 5 | 31 | < 0.1% |
| 6 | 240 | 0.1% |
| 8 | 237 | 0.1% |
| 10 | 2 | < 0.1% |
| 12 | 8897 | 4.3% |
| Value | Count | Frequency (%) |
| 25 | 13724 | |
| 24 | 3975 | 1.9% |
| 23 | 2793 | 1.4% |
| 21 | 195 | 0.1% |
| 20 | 14 | < 0.1% |
| 16 | 9 | < 0.1% |
| 15 | 9 | < 0.1% |
| 12 | 8897 | |
| 10 | 2 | < 0.1% |
| 8 | 237 | 0.1% |
language
Categorical
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| en | |
|---|---|
| zh | 1599 |
| fr | 1146 |
| es | 888 |
| ko | 720 |
| Other values (20) | 2604 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | en |
|---|---|
| 2nd row | en |
| 3rd row | en |
| 4th row | en |
| 5th row | en |
Common Values
| Value | Count | Frequency (%) |
| en | 199636 | |
| zh | 1599 | 0.8% |
| fr | 1146 | 0.6% |
| es | 888 | 0.4% |
| ko | 720 | 0.3% |
| de | 715 | 0.3% |
| it | 489 | 0.2% |
| ru | 378 | 0.2% |
| pt | 234 | 0.1% |
| ja | 224 | 0.1% |
| Other values (15) | 564 | 0.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| en | 199636 | |
| zh | 1599 | 0.8% |
| fr | 1146 | 0.6% |
| es | 888 | 0.4% |
| ko | 720 | 0.3% |
| de | 715 | 0.3% |
| it | 489 | 0.2% |
| ru | 378 | 0.2% |
| pt | 234 | 0.1% |
| ja | 224 | 0.1% |
| Other values (15) | 564 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| direct | |
|---|---|
| sem-brand | |
| sem-non-brand | |
| seo | 8420 |
| other | 8296 |
| Other values (3) | 12569 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 6.7501077 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | direct |
|---|---|
| 2nd row | seo |
| 3rd row | direct |
| 4th row | direct |
| 5th row | direct |
Common Values
| Value | Count | Frequency (%) |
| direct | 133678 | |
| sem-brand | 25681 | 12.4% |
| sem-non-brand | 17949 | 8.7% |
| seo | 8420 | 4.1% |
| other | 8296 | 4.0% |
| api | 7736 | 3.7% |
| content | 3780 | 1.8% |
| remarketing | 1053 | 0.5% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| direct | 133678 | |
| sem-brand | 25681 | 12.4% |
| sem-non-brand | 17949 | 8.7% |
| seo | 8420 | 4.1% |
| other | 8296 | 4.0% |
| api | 7736 | 3.7% |
| content | 3780 | 1.8% |
| remarketing | 1053 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| direct | |
|---|---|
| other | 11867 |
| craigslist | 2964 |
| bing | 2253 |
| Other values (13) | 5819 |
Length
| Max length | 19 |
|---|---|
| Median length | 6 |
| Mean length | 6.035233527 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | direct |
|---|---|
| 2nd row | |
| 3rd row | direct |
| 4th row | direct |
| 5th row | direct |
Common Values
| Value | Count | Frequency (%) |
| direct | 133438 | |
| 50252 | 24.3% | |
| other | 11867 | 5.7% |
| craigslist | 2964 | 1.4% |
| bing | 2253 | 1.1% |
| 2196 | 1.1% | |
| padmapper | 766 | 0.4% |
| vast | 748 | 0.4% |
| facebook-open-graph | 545 | 0.3% |
| yahoo | 495 | 0.2% |
| Other values (8) | 1069 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| direct | 133438 | |
| 50252 | 24.3% | |
| other | 11867 | 5.7% |
| craigslist | 2964 | 1.4% |
| bing | 2253 | 1.1% |
| 2196 | 1.1% | |
| padmapper | 766 | 0.4% |
| vast | 748 | 0.4% |
| facebook-open-graph | 545 | 0.3% |
| yahoo | 495 | 0.2% |
| Other values (8) | 1069 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| untracked | |
|---|---|
| linked | |
| omg | |
| tracked-other | 6123 |
| product | 1545 |
| Other values (2) | 173 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 7.161457552 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | untracked |
|---|---|
| 2nd row | untracked |
| 3rd row | untracked |
| 4th row | untracked |
| 5th row | untracked |
Common Values
| Value | Count | Frequency (%) |
| untracked | 108838 | |
| linked | 46084 | |
| omg | 43830 | |
| tracked-other | 6123 | 3.0% |
| product | 1545 | 0.7% |
| marketing | 139 | 0.1% |
| local ops | 34 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| untracked | 108838 | |
| linked | 46084 | |
| omg | 43830 | |
| tracked-other | 6123 | 3.0% |
| product | 1545 | 0.7% |
| marketing | 139 | 0.1% |
| local | 34 | < 0.1% |
| ops | 34 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| Web | |
|---|---|
| iOS | |
| Moweb | 5771 |
| Android | 5379 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.160015102 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Web |
|---|---|
| 2nd row | Web |
| 3rd row | Web |
| 4th row | Web |
| 5th row | Web |
Common Values
| Value | Count | Frequency (%) |
| Web | 177591 | |
| iOS | 17852 | 8.6% |
| Moweb | 5771 | 2.8% |
| Android | 5379 | 2.6% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| web | 177591 | |
| ios | 17852 | 8.6% |
| moweb | 5771 | 2.8% |
| android | 5379 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| Mac Desktop | |
|---|---|
| Windows Desktop | |
| iPhone | |
| iPad | |
| Other/Unknown | 4591 |
| Other values (4) | 5344 |
Length
| Max length | 18 |
|---|---|
| Median length | 11 |
| Mean length | 11.53261727 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mac Desktop |
|---|---|
| 2nd row | Mac Desktop |
| 3rd row | Windows Desktop |
| 4th row | Mac Desktop |
| 5th row | Mac Desktop |
Common Values
| Value | Count | Frequency (%) |
| Mac Desktop | 89255 | |
| Windows Desktop | 72410 | |
| iPhone | 20712 | 10.0% |
| iPad | 14281 | 6.9% |
| Other/Unknown | 4591 | 2.2% |
| Android Phone | 2788 | 1.3% |
| Android Tablet | 1285 | 0.6% |
| Desktop (Other) | 1196 | 0.6% |
| SmartPhone (Other) | 75 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| desktop | 162861 | |
| mac | 89255 | |
| windows | 72410 | |
| iphone | 20712 | 5.5% |
| ipad | 14281 | 3.8% |
| other/unknown | 4591 | 1.2% |
| android | 4073 | 1.1% |
| phone | 2788 | 0.7% |
| tablet | 1285 | 0.3% |
| other | 1271 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 52 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| Chrome | |
|---|---|
| Safari | |
| Firefox | |
| -unknown- | |
| IE | |
| Other values (47) |
Length
| Max length | 20 |
|---|---|
| Median length | 6 |
| Mean length | 6.808502708 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Chrome |
|---|---|
| 2nd row | Chrome |
| 3rd row | IE |
| 4th row | Firefox |
| 5th row | Chrome |
Common Values
| Value | Count | Frequency (%) |
| Chrome | 63620 | |
| Safari | 44981 | |
| Firefox | 33513 | |
| -unknown- | 21166 | 10.2% |
| IE | 20970 | 10.2% |
| Mobile Safari | 19195 | 9.3% |
| Chrome Mobile | 1258 | 0.6% |
| Android Browser | 844 | 0.4% |
| AOL Explorer | 240 | 0.1% |
| Opera | 187 | 0.1% |
| Other values (42) | 619 | 0.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| chrome | 64878 | |
| safari | 64176 | |
| firefox | 33543 | |
| unknown | 21166 | 9.3% |
| ie | 21006 | 9.2% |
| mobile | 20521 | 9.0% |
| browser | 907 | 0.4% |
| android | 844 | 0.4% |
| explorer | 273 | 0.1% |
| aol | 240 | 0.1% |
| Other values (48) | 799 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| NDF | |
|---|---|
| US | |
| other | 9935 |
| FR | 4881 |
| IT | 2776 |
| Other values (7) | 8391 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 2.724201691 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NDF |
|---|---|
| 2nd row | NDF |
| 3rd row | US |
| 4th row | other |
| 5th row | US |
Common Values
| Value | Count | Frequency (%) |
| NDF | 119810 | |
| US | 60800 | |
| other | 9935 | 4.8% |
| FR | 4881 | 2.4% |
| IT | 2776 | 1.3% |
| GB | 2285 | 1.1% |
| ES | 2203 | 1.1% |
| CA | 1385 | 0.7% |
| DE | 1033 | 0.5% |
| NL | 746 | 0.4% |
| Other values (2) | 739 | 0.4% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ndf | 119810 | |
| us | 60800 | |
| other | 9935 | 4.8% |
| fr | 4881 | 2.4% |
| it | 2776 | 1.3% |
| gb | 2285 | 1.1% |
| es | 2203 | 1.1% |
| ca | 1385 | 0.7% |
| de | 1033 | 0.5% |
| nl | 746 | 0.4% |
| Other values (2) | 739 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
days_account_created_booking
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1963 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 421.4993586 |
| Minimum | -349 |
|---|---|
| Maximum | 2001 |
| Zeros | 20741 |
| Zeros (%) | 10.0% |
| Negative | 28 |
| Negative (%) | < 0.1% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | -349 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 416 |
| Q3 | 678 |
| 95-th percentile | 1108 |
| Maximum | 2001 |
| Range | 2350 |
| Interquartile range (IQR) | 672 |
Descriptive statistics
| Standard deviation | 388.117994 |
|---|---|
| Coefficient of variation (CV) | 0.9208032848 |
| Kurtosis | -0.2323514341 |
| Mean | 421.4993586 |
| Median Absolute Deviation (MAD) | 374 |
| Skewness | 0.6276303273 |
| Sum | 87078817 |
| Variance | 150635.5773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 20741 | 10.0% |
| 1 | 14289 | 6.9% |
| 2 | 6309 | 3.1% |
| 3 | 3897 | 1.9% |
| 4 | 2845 | 1.4% |
| 5 | 2197 | 1.1% |
| 6 | 1738 | 0.8% |
| 7 | 1611 | 0.8% |
| 8 | 1276 | 0.6% |
| 9 | 1022 | 0.5% |
| Other values (1953) | 150668 |
| Value | Count | Frequency (%) |
| -349 | 1 | |
| -347 | 1 | |
| -338 | 1 | |
| -308 | 1 | |
| -298 | 1 | |
| -295 | 1 | |
| -269 | 1 | |
| -261 | 1 | |
| -208 | 1 | |
| -167 | 1 |
| Value | Count | Frequency (%) |
| 2001 | 2 | |
| 1999 | 1 | < 0.1% |
| 1995 | 2 | |
| 1994 | 1 | < 0.1% |
| 1992 | 1 | < 0.1% |
| 1991 | 3 | |
| 1990 | 2 | |
| 1982 | 1 | < 0.1% |
| 1980 | 1 | < 0.1% |
| 1979 | 1 | < 0.1% |
days_first_active_booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1940 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 421.7360414 |
| Minimum | 0 |
|---|---|
| Maximum | 2293 |
| Zeros | 20738 |
| Zeros (%) | 10.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 416 |
| Q3 | 678 |
| 95-th percentile | 1108 |
| Maximum | 2293 |
| Range | 2293 |
| Interquartile range (IQR) | 672 |
Descriptive statistics
| Standard deviation | 388.2299321 |
|---|---|
| Coefficient of variation (CV) | 0.9205519424 |
| Kurtosis | -0.2279504451 |
| Mean | 421.7360414 |
| Median Absolute Deviation (MAD) | 374 |
| Skewness | 0.6286949255 |
| Sum | 87127714 |
| Variance | 150722.4802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 20738 | 10.0% |
| 1 | 14288 | 6.9% |
| 2 | 6307 | 3.1% |
| 3 | 3894 | 1.9% |
| 4 | 2845 | 1.4% |
| 5 | 2193 | 1.1% |
| 6 | 1735 | 0.8% |
| 7 | 1611 | 0.8% |
| 8 | 1275 | 0.6% |
| 9 | 1024 | 0.5% |
| Other values (1930) | 150683 |
| Value | Count | Frequency (%) |
| 0 | 20738 | |
| 1 | 14288 | |
| 2 | 6307 | 3.1% |
| 3 | 3894 | 1.9% |
| 4 | 2845 | 1.4% |
| 5 | 2193 | 1.1% |
| 6 | 1735 | 0.8% |
| 7 | 1611 | 0.8% |
| 8 | 1275 | 0.6% |
| 9 | 1024 | 0.5% |
| Value | Count | Frequency (%) |
| 2293 | 1 | < 0.1% |
| 2228 | 1 | < 0.1% |
| 2001 | 2 | |
| 1999 | 1 | < 0.1% |
| 1995 | 2 | |
| 1994 | 1 | < 0.1% |
| 1992 | 1 | < 0.1% |
| 1991 | 3 | |
| 1990 | 2 | |
| 1982 | 1 | < 0.1% |
| Distinct | 142 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.236682753 |
| Minimum | 0 |
|---|---|
| Maximum | 1456 |
| Zeros | 206421 |
| Zeros (%) | 99.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1456 |
| Range | 1456 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.1122496 |
|---|---|
| Coefficient of variation (CV) | 51.17504104 |
| Kurtosis | 5699.565643 |
| Mean | 0.236682753 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 69.29642597 |
| Sum | 48897 |
| Variance | 146.7065904 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 206421 | |
| 1 | 6 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 29 | 3 | < 0.1% |
| 2 | 3 | < 0.1% |
| 7 | 3 | < 0.1% |
| 3 | 3 | < 0.1% |
| 103 | 2 | < 0.1% |
| 95 | 2 | < 0.1% |
| Other values (132) | 143 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 206421 | |
| 1 | 6 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1456 | 1 | |
| 1369 | 1 | |
| 1361 | 1 | |
| 1148 | 1 | |
| 1036 | 1 | |
| 1018 | 1 | |
| 1011 | 1 | |
| 998 | 1 | |
| 995 | 1 | |
| 882 | 1 |
day_account_created
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.8729531 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.742507746 |
|---|---|
| Coefficient of variation (CV) | 0.5507801661 |
| Kurtosis | -1.187560979 |
| Mean | 15.8729531 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.01138779605 |
| Sum | 3279241 |
| Variance | 76.43144168 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 24 | 7183 | 3.5% |
| 20 | 7018 | 3.4% |
| 18 | 7009 | 3.4% |
| 16 | 6994 | 3.4% |
| 23 | 6990 | 3.4% |
| 19 | 6955 | 3.4% |
| 28 | 6921 | 3.4% |
| 17 | 6904 | 3.3% |
| 26 | 6904 | 3.3% |
| 13 | 6883 | 3.3% |
| Other values (21) | 136832 |
| Value | Count | Frequency (%) |
| 1 | 5969 | |
| 2 | 6564 | |
| 3 | 6754 | |
| 4 | 6620 | |
| 5 | 6817 | |
| 6 | 6770 | |
| 7 | 6506 | |
| 8 | 6701 | |
| 9 | 6713 | |
| 10 | 6808 |
| Value | Count | Frequency (%) |
| 31 | 3605 | |
| 30 | 6588 | |
| 29 | 6366 | |
| 28 | 6921 | |
| 27 | 6841 | |
| 26 | 6904 | |
| 25 | 6724 | |
| 24 | 7183 | |
| 23 | 6990 | |
| 22 | 6725 |
month_account_created
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.016994767 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.221653778 |
|---|---|
| Coefficient of variation (CV) | 0.5354257238 |
| Kurtosis | -0.9530348208 |
| Mean | 6.016994767 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.252885905 |
| Sum | 1243069 |
| Variance | 10.37905307 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 27028 | |
| 5 | 25531 | |
| 4 | 21324 | |
| 3 | 19481 | |
| 1 | 16773 | |
| 2 | 15855 | |
| 9 | 14780 | |
| 8 | 14060 | |
| 7 | 13405 | |
| 10 | 13030 | |
| Other values (2) | 25326 |
| Value | Count | Frequency (%) |
| 1 | 16773 | |
| 2 | 15855 | |
| 3 | 19481 | |
| 4 | 21324 | |
| 5 | 25531 | |
| 6 | 27028 | |
| 7 | 13405 | |
| 8 | 14060 | |
| 9 | 14780 | |
| 10 | 13030 |
| Value | Count | Frequency (%) |
| 12 | 12803 | |
| 11 | 12523 | |
| 10 | 13030 | |
| 9 | 14780 | |
| 8 | 14060 | |
| 7 | 13405 | |
| 6 | 27028 | |
| 5 | 25531 | |
| 4 | 21324 | |
| 3 | 19481 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| 2013 | |
|---|---|
| 2014 | |
| 2012 | |
| 2011 | |
| 2010 | 1961 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2010 |
|---|---|
| 2nd row | 2011 |
| 3rd row | 2010 |
| 4th row | 2011 |
| 5th row | 2010 |
Common Values
| Value | Count | Frequency (%) |
| 2013 | 81851 | |
| 2014 | 75532 | |
| 2012 | 37936 | |
| 2011 | 9313 | 4.5% |
| 2010 | 1961 | 0.9% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 2013 | 81851 | |
| 2014 | 75532 | |
| 2012 | 37936 | |
| 2011 | 9313 | 4.5% |
| 2010 | 1961 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dayweek_account_created
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.762199106 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 31830 |
| Zeros (%) | 15.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.944268962 |
|---|---|
| Coefficient of variation (CV) | 0.7038844367 |
| Kurtosis | -1.1498462 |
| Mean | 2.762199106 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.1677017806 |
| Sum | 570651 |
| Variance | 3.780181796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 33992 | |
| 2 | 33040 | |
| 0 | 31830 | |
| 3 | 31499 | |
| 4 | 28811 | |
| 6 | 23733 | |
| 5 | 23688 |
| Value | Count | Frequency (%) |
| 0 | 31830 | |
| 1 | 33992 | |
| 2 | 33040 | |
| 3 | 31499 | |
| 4 | 28811 | |
| 5 | 23688 | |
| 6 | 23733 |
| Value | Count | Frequency (%) |
| 6 | 23733 | |
| 5 | 23688 | |
| 4 | 28811 | |
| 3 | 31499 | |
| 2 | 33040 | |
| 1 | 33992 | |
| 0 | 31830 |
weekyear_account_created
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.37418015 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 23 |
| Q3 | 36 |
| 95-th percentile | 49 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 13.95489097 |
|---|---|
| Coefficient of variation (CV) | 0.5725276042 |
| Kurtosis | -0.9413055266 |
| Mean | 24.37418015 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.2533569758 |
| Sum | 5035535 |
| Variance | 194.7389819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26 | 6777 | 3.3% |
| 25 | 6426 | 3.1% |
| 24 | 6164 | 3.0% |
| 21 | 6116 | 3.0% |
| 23 | 6061 | 2.9% |
| 20 | 6057 | 2.9% |
| 22 | 5606 | 2.7% |
| 19 | 5486 | 2.7% |
| 18 | 5441 | 2.6% |
| 17 | 5308 | 2.6% |
| Other values (43) | 147151 |
| Value | Count | Frequency (%) |
| 1 | 3198 | |
| 2 | 3826 | |
| 3 | 4025 | |
| 4 | 3785 | |
| 5 | 3795 | |
| 6 | 3913 | |
| 7 | 3844 | |
| 8 | 4038 | |
| 9 | 4282 | |
| 10 | 4236 |
| Value | Count | Frequency (%) |
| 53 | 3 | < 0.1% |
| 52 | 2671 | |
| 51 | 2785 | |
| 50 | 2891 | |
| 49 | 3173 | |
| 48 | 2806 | |
| 47 | 2893 | |
| 46 | 3063 | |
| 45 | 3068 | |
| 44 | 2745 |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.8726772 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.74204279 |
|---|---|
| Coefficient of variation (CV) | 0.5507604471 |
| Kurtosis | -1.187475222 |
| Mean | 15.8726772 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.01122201687 |
| Sum | 3279184 |
| Variance | 76.42331214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 24 | 7182 | 3.5% |
| 20 | 7014 | 3.4% |
| 18 | 7010 | 3.4% |
| 16 | 6988 | 3.4% |
| 23 | 6988 | 3.4% |
| 19 | 6956 | 3.4% |
| 28 | 6915 | 3.3% |
| 17 | 6908 | 3.3% |
| 26 | 6908 | 3.3% |
| 13 | 6889 | 3.3% |
| Other values (21) | 136835 |
| Value | Count | Frequency (%) |
| 1 | 5967 | |
| 2 | 6561 | |
| 3 | 6750 | |
| 4 | 6620 | |
| 5 | 6817 | |
| 6 | 6772 | |
| 7 | 6510 | |
| 8 | 6698 | |
| 9 | 6717 | |
| 10 | 6810 |
| Value | Count | Frequency (%) |
| 31 | 3607 | |
| 30 | 6587 | |
| 29 | 6363 | |
| 28 | 6915 | |
| 27 | 6842 | |
| 26 | 6908 | |
| 25 | 6728 | |
| 24 | 7182 | |
| 23 | 6988 | |
| 22 | 6720 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.016956044 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.221454147 |
|---|---|
| Coefficient of variation (CV) | 0.5353959915 |
| Kurtosis | -0.9528826524 |
| Mean | 6.016956044 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.2529472005 |
| Sum | 1243061 |
| Variance | 10.37776682 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 27033 | |
| 5 | 25525 | |
| 4 | 21333 | |
| 3 | 19482 | |
| 1 | 16768 | |
| 2 | 15853 | |
| 9 | 14774 | |
| 8 | 14061 | |
| 7 | 13410 | |
| 10 | 13031 | |
| Other values (2) | 25323 |
| Value | Count | Frequency (%) |
| 1 | 16768 | |
| 2 | 15853 | |
| 3 | 19482 | |
| 4 | 21333 | |
| 5 | 25525 | |
| 6 | 27033 | |
| 7 | 13410 | |
| 8 | 14061 | |
| 9 | 14774 | |
| 10 | 13031 |
| Value | Count | Frequency (%) |
| 12 | 12799 | |
| 11 | 12524 | |
| 10 | 13031 | |
| 9 | 14774 | |
| 8 | 14061 | |
| 7 | 13410 | |
| 6 | 27033 | |
| 5 | 25525 | |
| 4 | 21333 | |
| 3 | 19482 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2013.062703 |
| Minimum | 2009 |
|---|---|
| Maximum | 2014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 2009 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2013 |
| median | 2013 |
| Q3 | 2014 |
| 95-th percentile | 2014 |
| Maximum | 2014 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9011508238 |
|---|---|
| Coefficient of variation (CV) | 0.0004476516417 |
| Kurtosis | 0.3051540033 |
| Mean | 2013.062703 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8084367444 |
| Sum | 415884663 |
| Variance | 0.8120728072 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2013 | 81841 | |
| 2014 | 75496 | |
| 2012 | 37950 | |
| 2011 | 9331 | 4.5% |
| 2010 | 1970 | 1.0% |
| 2009 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 2009 | 5 | < 0.1% |
| 2010 | 1970 | 1.0% |
| 2011 | 9331 | 4.5% |
| 2012 | 37950 | |
| 2013 | 81841 | |
| 2014 | 75496 |
| Value | Count | Frequency (%) |
| 2014 | 75496 | |
| 2013 | 81841 | |
| 2012 | 37950 | |
| 2011 | 9331 | 4.5% |
| 2010 | 1970 | 1.0% |
| 2009 | 5 | < 0.1% |
dayweek_first_active
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.762053893 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 31837 |
| Zeros (%) | 15.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.944268623 |
|---|---|
| Coefficient of variation (CV) | 0.7039213201 |
| Kurtosis | -1.149772853 |
| Mean | 2.762053893 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.1677710956 |
| Sum | 570621 |
| Variance | 3.780180478 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 33988 | |
| 2 | 33041 | |
| 0 | 31837 | |
| 3 | 31504 | |
| 4 | 28807 | |
| 6 | 23731 | |
| 5 | 23685 |
| Value | Count | Frequency (%) |
| 0 | 31837 | |
| 1 | 33988 | |
| 2 | 33041 | |
| 3 | 31504 | |
| 4 | 28807 | |
| 5 | 23685 | |
| 6 | 23731 |
| Value | Count | Frequency (%) |
| 6 | 23731 | |
| 5 | 23685 | |
| 4 | 28807 | |
| 3 | 31504 | |
| 2 | 33041 | |
| 1 | 33988 | |
| 0 | 31837 |
weekyear_first_active
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.37388973 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 23 |
| Q3 | 36 |
| 95-th percentile | 49 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 13.95400971 |
|---|---|
| Coefficient of variation (CV) | 0.5724982704 |
| Kurtosis | -0.9411483504 |
| Mean | 24.37388973 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.2534181308 |
| Sum | 5035475 |
| Variance | 194.714387 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26 | 6779 | 3.3% |
| 25 | 6426 | 3.1% |
| 24 | 6164 | 3.0% |
| 21 | 6116 | 3.0% |
| 23 | 6062 | 2.9% |
| 20 | 6057 | 2.9% |
| 22 | 5602 | 2.7% |
| 19 | 5490 | 2.7% |
| 18 | 5433 | 2.6% |
| 17 | 5309 | 2.6% |
| Other values (43) | 147155 |
| Value | Count | Frequency (%) |
| 1 | 3196 | |
| 2 | 3824 | |
| 3 | 4026 | |
| 4 | 3785 | |
| 5 | 3794 | |
| 6 | 3913 | |
| 7 | 3842 | |
| 8 | 4038 | |
| 9 | 4281 | |
| 10 | 4236 |
| Value | Count | Frequency (%) |
| 53 | 3 | < 0.1% |
| 52 | 2671 | |
| 51 | 2784 | |
| 50 | 2890 | |
| 49 | 3170 | |
| 48 | 2807 | |
| 47 | 2890 | |
| 46 | 3068 | |
| 45 | 3066 | |
| 44 | 2745 |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.39231242 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 18 |
| median | 29 |
| Q3 | 29 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.68258139 |
|---|---|
| Coefficient of variation (CV) | 0.3711724277 |
| Kurtosis | 0.1355314098 |
| Mean | 23.39231242 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.2661289 |
| Sum | 4832688 |
| Variance | 75.3872196 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 29 | 122367 | |
| 10 | 3009 | 1.5% |
| 17 | 2996 | 1.5% |
| 11 | 2982 | 1.4% |
| 16 | 2964 | 1.4% |
| 13 | 2950 | 1.4% |
| 15 | 2950 | 1.4% |
| 5 | 2918 | 1.4% |
| 12 | 2892 | 1.4% |
| 3 | 2882 | 1.4% |
| Other values (21) | 57683 |
| Value | Count | Frequency (%) |
| 1 | 2690 | |
| 2 | 2807 | |
| 3 | 2882 | |
| 4 | 2784 | |
| 5 | 2918 | |
| 6 | 2876 | |
| 7 | 2863 | |
| 8 | 2882 | |
| 9 | 2848 | |
| 10 | 3009 |
| Value | Count | Frequency (%) |
| 31 | 1526 | 0.7% |
| 30 | 2650 | 1.3% |
| 29 | 122367 | |
| 28 | 2809 | 1.4% |
| 27 | 2698 | 1.3% |
| 26 | 2757 | 1.3% |
| 25 | 2805 | 1.4% |
| 24 | 2824 | 1.4% |
| 23 | 2793 | 1.4% |
| 22 | 2860 | 1.4% |
month_first_booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.043592958 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.059181648 |
|---|---|
| Coefficient of variation (CV) | 0.3407214321 |
| Kurtosis | 1.874039975 |
| Mean | 6.043592958 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.385503438 |
| Sum | 1248564 |
| Variance | 4.240229059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 130148 | |
| 5 | 10322 | 5.0% |
| 4 | 8624 | 4.2% |
| 3 | 8159 | 3.9% |
| 7 | 7073 | 3.4% |
| 8 | 6854 | 3.3% |
| 2 | 6616 | 3.2% |
| 9 | 6402 | 3.1% |
| 1 | 6338 | 3.1% |
| 10 | 6009 | 2.9% |
| Other values (2) | 10048 | 4.9% |
| Value | Count | Frequency (%) |
| 1 | 6338 | 3.1% |
| 2 | 6616 | 3.2% |
| 3 | 8159 | 3.9% |
| 4 | 8624 | 4.2% |
| 5 | 10322 | 5.0% |
| 6 | 130148 | |
| 7 | 7073 | 3.4% |
| 8 | 6854 | 3.3% |
| 9 | 6402 | 3.1% |
| 10 | 6009 | 2.9% |
| Value | Count | Frequency (%) |
| 12 | 4944 | 2.4% |
| 11 | 5104 | 2.5% |
| 10 | 6009 | 2.9% |
| 9 | 6402 | 3.1% |
| 8 | 6854 | 3.3% |
| 7 | 7073 | 3.4% |
| 6 | 130148 | |
| 5 | 10322 | 5.0% |
| 4 | 8624 | 4.2% |
| 3 | 8159 | 3.9% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.195563 |
| Minimum | 2010 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 2010 |
|---|---|
| 5-th percentile | 2012 |
| Q1 | 2013 |
| median | 2015 |
| Q3 | 2015 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1387295 |
|---|---|
| Coefficient of variation (CV) | 0.0005653520048 |
| Kurtosis | 0.7825344175 |
| Mean | 2014.195563 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.285470714 |
| Sum | 416118704 |
| Variance | 1.296704874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2015 | 121581 | |
| 2014 | 32334 | 15.7% |
| 2013 | 31083 | 15.0% |
| 2012 | 15797 | 7.6% |
| 2011 | 4690 | 2.3% |
| 2010 | 1108 | 0.5% |
| Value | Count | Frequency (%) |
| 2010 | 1108 | 0.5% |
| 2011 | 4690 | 2.3% |
| 2012 | 15797 | 7.6% |
| 2013 | 31083 | 15.0% |
| 2014 | 32334 | 15.7% |
| 2015 | 121581 |
| Value | Count | Frequency (%) |
| 2015 | 121581 | |
| 2014 | 32334 | 15.7% |
| 2013 | 31083 | 15.0% |
| 2012 | 15797 | 7.6% |
| 2011 | 4690 | 2.3% |
| 2010 | 1108 | 0.5% |
dayweek_first_booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.177590722 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 132217 |
| Zeros (%) | 64.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.858781277 |
|---|---|
| Coefficient of variation (CV) | 1.578461211 |
| Kurtosis | 0.4860784427 |
| Mean | 1.177590722 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.364758733 |
| Sum | 243282 |
| Variance | 3.455067834 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 132217 | |
| 2 | 14029 | 6.8% |
| 1 | 13970 | 6.8% |
| 3 | 13627 | 6.6% |
| 4 | 12972 | 6.3% |
| 5 | 10183 | 4.9% |
| 6 | 9595 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 132217 | |
| 1 | 13970 | 6.8% |
| 2 | 14029 | 6.8% |
| 3 | 13627 | 6.6% |
| 4 | 12972 | 6.3% |
| 5 | 10183 | 4.9% |
| 6 | 9595 | 4.6% |
| Value | Count | Frequency (%) |
| 6 | 9595 | 4.6% |
| 5 | 10183 | 4.9% |
| 4 | 12972 | 6.3% |
| 3 | 13627 | 6.6% |
| 2 | 14029 | 6.8% |
| 1 | 13970 | 6.8% |
| 0 | 132217 |
weekyear_first_booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.04670536 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 27 |
| median | 27 |
| Q3 | 27 |
| 95-th percentile | 44 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.986604103 |
|---|---|
| Coefficient of variation (CV) | 0.3450188413 |
| Kurtosis | 1.663691743 |
| Mean | 26.04670536 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.1377309308 |
| Sum | 5381067 |
| Variance | 80.7590533 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27 | 121629 | |
| 26 | 2488 | 1.2% |
| 24 | 2462 | 1.2% |
| 21 | 2451 | 1.2% |
| 20 | 2434 | 1.2% |
| 25 | 2403 | 1.2% |
| 23 | 2366 | 1.1% |
| 18 | 2277 | 1.1% |
| 19 | 2263 | 1.1% |
| 22 | 2218 | 1.1% |
| Other values (43) | 63602 |
| Value | Count | Frequency (%) |
| 1 | 1092 | |
| 2 | 1438 | |
| 3 | 1717 | |
| 4 | 1401 | |
| 5 | 1444 | |
| 6 | 1590 | |
| 7 | 1719 | |
| 8 | 1672 | |
| 9 | 1748 | |
| 10 | 1840 |
| Value | Count | Frequency (%) |
| 53 | 1 | < 0.1% |
| 52 | 915 | |
| 51 | 1130 | |
| 50 | 1172 | |
| 49 | 1249 | |
| 48 | 1121 | |
| 47 | 1118 | |
| 46 | 1191 | |
| 45 | 1354 | |
| 44 | 1188 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| gender | age | signup_method | signup_flow | language | affiliate_channel | affiliate_provider | first_affiliate_tracked | signup_app | first_device_type | first_browser | country_destination | days_account_created_booking | days_first_active_booking | days_first_active_account_created | day_account_created | month_account_created | year_account_created | dayweek_account_created | weekyear_account_created | day_first_active | month_first_active | year_first_active | dayweek_first_active | weekyear_first_active | day_first_booking | month_first_booking | year_first_booking | dayweek_first_booking | weekyear_first_booking | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -unknown- | 37 | 0 | en | direct | direct | untracked | Web | Mac Desktop | Chrome | NDF | 1827 | 2293 | 466 | 28 | 6 | 2010 | 0 | 26 | 19 | 3 | 2009 | 3 | 12 | 29 | 6 | 2015 | 0 | 27 | |
| 1 | MALE | 38 | 0 | en | seo | untracked | Web | Mac Desktop | Chrome | NDF | 1496 | 2228 | 732 | 25 | 5 | 2011 | 2 | 21 | 23 | 5 | 2009 | 5 | 21 | 29 | 6 | 2015 | 0 | 27 | ||
| 2 | FEMALE | 56 | basic | 3 | en | direct | direct | untracked | Web | Windows Desktop | IE | US | -57 | 419 | 476 | 28 | 9 | 2010 | 1 | 39 | 9 | 6 | 2009 | 1 | 24 | 2 | 8 | 2010 | 0 | 31 |
| 3 | FEMALE | 42 | 0 | en | direct | direct | untracked | Web | Mac Desktop | Firefox | other | 278 | 1043 | 765 | 5 | 12 | 2011 | 0 | 49 | 31 | 10 | 2009 | 5 | 44 | 8 | 9 | 2012 | 5 | 36 | |
| 4 | -unknown- | 41 | basic | 0 | en | direct | direct | untracked | Web | Mac Desktop | Chrome | US | -208 | 72 | 280 | 14 | 9 | 2010 | 1 | 37 | 8 | 12 | 2009 | 1 | 50 | 18 | 2 | 2010 | 3 | 7 |
| 5 | -unknown- | 37 | basic | 0 | en | other | other | omg | Web | Mac Desktop | Chrome | US | 1 | 1 | 0 | 1 | 1 | 2010 | 4 | 53 | 1 | 1 | 2010 | 4 | 53 | 2 | 1 | 2010 | 5 | 53 |
| 6 | FEMALE | 46 | basic | 0 | en | other | craigslist | untracked | Web | Mac Desktop | Safari | US | 3 | 3 | 0 | 2 | 1 | 2010 | 5 | 53 | 2 | 1 | 2010 | 5 | 53 | 5 | 1 | 2010 | 1 | 1 |
| 7 | FEMALE | 47 | basic | 0 | en | direct | direct | omg | Web | Mac Desktop | Safari | US | 10 | 10 | 0 | 3 | 1 | 2010 | 6 | 53 | 3 | 1 | 2010 | 6 | 53 | 13 | 1 | 2010 | 2 | 2 |
| 8 | FEMALE | 50 | basic | 0 | en | other | craigslist | untracked | Web | Mac Desktop | Safari | US | 206 | 206 | 0 | 4 | 1 | 2010 | 0 | 1 | 4 | 1 | 2010 | 0 | 1 | 29 | 7 | 2010 | 3 | 30 |
| 9 | -unknown- | 46 | basic | 0 | en | other | craigslist | omg | Web | Mac Desktop | Firefox | US | 0 | 0 | 0 | 4 | 1 | 2010 | 0 | 1 | 4 | 1 | 2010 | 0 | 1 | 4 | 1 | 2010 | 0 | 1 |
Last rows
| gender | age | signup_method | signup_flow | language | affiliate_channel | affiliate_provider | first_affiliate_tracked | signup_app | first_device_type | first_browser | country_destination | days_account_created_booking | days_first_active_booking | days_first_active_account_created | day_account_created | month_account_created | year_account_created | dayweek_account_created | weekyear_account_created | day_first_active | month_first_active | year_first_active | dayweek_first_active | weekyear_first_active | day_first_booking | month_first_booking | year_first_booking | dayweek_first_booking | weekyear_first_booking | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 206583 | FEMALE | 34 | basic | 0 | en | direct | direct | linked | Web | Mac Desktop | Chrome | ES | 44 | 44 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 13 | 8 | 2014 | 2 | 33 |
| 206584 | -unknown- | 37 | basic | 0 | en | sem-brand | omg | Web | Mac Desktop | Chrome | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 | |
| 206585 | FEMALE | 36 | basic | 0 | en | sem-brand | linked | Web | Mac Desktop | Safari | US | 13 | 13 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 13 | 7 | 2014 | 6 | 28 | |
| 206586 | -unknown- | 37 | basic | 0 | en | direct | direct | linked | Web | Windows Desktop | Chrome | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 |
| 206587 | FEMALE | 23 | basic | 0 | en | sem-brand | omg | Web | Windows Desktop | IE | US | 2 | 2 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 2 | 7 | 2014 | 2 | 27 | |
| 206588 | MALE | 32 | basic | 0 | en | sem-brand | omg | Web | Mac Desktop | Safari | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 | |
| 206589 | -unknown- | 37 | basic | 0 | en | direct | direct | linked | Web | Windows Desktop | Chrome | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 |
| 206590 | -unknown- | 32 | basic | 0 | en | direct | direct | untracked | Web | Mac Desktop | Firefox | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 |
| 206591 | -unknown- | 37 | basic | 25 | en | other | other | tracked-other | iOS | iPhone | Mobile Safari | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 |
| 206592 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 |
Most frequently occurring
| gender | age | signup_method | signup_flow | language | affiliate_channel | affiliate_provider | first_affiliate_tracked | signup_app | first_device_type | first_browser | country_destination | days_account_created_booking | days_first_active_booking | days_first_active_account_created | day_account_created | month_account_created | year_account_created | dayweek_account_created | weekyear_account_created | day_first_active | month_first_active | year_first_active | dayweek_first_active | weekyear_first_active | day_first_booking | month_first_booking | year_first_booking | dayweek_first_booking | weekyear_first_booking | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9752 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 405 | 405 | 0 | 20 | 5 | 2014 | 1 | 21 | 20 | 5 | 2014 | 1 | 21 | 29 | 6 | 2015 | 0 | 27 | 56 |
| 9739 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 392 | 392 | 0 | 2 | 6 | 2014 | 0 | 23 | 2 | 6 | 2014 | 0 | 23 | 29 | 6 | 2015 | 0 | 27 | 50 |
| 9758 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 411 | 411 | 0 | 14 | 5 | 2014 | 2 | 20 | 14 | 5 | 2014 | 2 | 20 | 29 | 6 | 2015 | 0 | 27 | 48 |
| 9759 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 412 | 412 | 0 | 13 | 5 | 2014 | 1 | 20 | 13 | 5 | 2014 | 1 | 20 | 29 | 6 | 2015 | 0 | 27 | 48 |
| 9774 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 427 | 427 | 0 | 28 | 4 | 2014 | 0 | 18 | 28 | 4 | 2014 | 0 | 18 | 29 | 6 | 2015 | 0 | 27 | 43 |
| 9738 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 391 | 391 | 0 | 3 | 6 | 2014 | 1 | 23 | 3 | 6 | 2014 | 1 | 23 | 29 | 6 | 2015 | 0 | 27 | 40 |
| 9779 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 432 | 432 | 0 | 23 | 4 | 2014 | 2 | 17 | 23 | 4 | 2014 | 2 | 17 | 29 | 6 | 2015 | 0 | 27 | 40 |
| 9711 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 364 | 364 | 0 | 30 | 6 | 2014 | 0 | 27 | 30 | 6 | 2014 | 0 | 27 | 29 | 6 | 2015 | 0 | 27 | 38 |
| 9719 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 372 | 372 | 0 | 22 | 6 | 2014 | 6 | 25 | 22 | 6 | 2014 | 6 | 25 | 29 | 6 | 2015 | 0 | 27 | 38 |
| 9749 | -unknown- | 37 | basic | 25 | en | direct | direct | untracked | iOS | iPhone | -unknown- | NDF | 402 | 402 | 0 | 23 | 5 | 2014 | 4 | 21 | 23 | 5 | 2014 | 4 | 21 | 29 | 6 | 2015 | 0 | 27 | 38 |